Across all models, the 5 comorbidities most consistently with the greatest influence on mortality prediction were: CKD, advanced age (>80 years), elevated PTH (>6.8pmol/L), cardiovascular disease (CAD, MI, AF or HTN) and PRCF residence. This evidence concerns the gene PTH and coronary artery disorder.